{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 共享单车骑行量数据探索\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding:utf-8 -*-\n",
    "import sys\n",
    "#reload(sys)\n",
    "#sys.setdefaultencoding(\"utf-8\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入必要的工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dpath = \"./data/\"\n",
    "df = pd.read_csv(\"day.csv\")\n",
    "\n",
    "#显示前5行\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据总体信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     731 non-null    int64  \n",
      " 1   dteday      731 non-null    object \n",
      " 2   season      731 non-null    int64  \n",
      " 3   yr          731 non-null    int64  \n",
      " 4   mnth        731 non-null    int64  \n",
      " 5   holiday     731 non-null    int64  \n",
      " 6   weekday     731 non-null    int64  \n",
      " 7   workingday  731 non-null    int64  \n",
      " 8   weathersit  731 non-null    int64  \n",
      " 9   temp        731 non-null    float64\n",
      " 10  atemp       731 non-null    float64\n",
      " 11  hum         731 non-null    float64\n",
      " 12  windspeed   731 non-null    float64\n",
      " 13  casual      731 non-null    int64  \n",
      " 14  registered  731 non-null    int64  \n",
      " 15  cnt         731 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一、样本数N = 731\n",
    "\n",
    "二、特征维数:13\n",
    "1.instant记录号\n",
    "2.dteday：日期\n",
    "3.season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "4.yr：年份，(0: 2011, 1:2012)\n",
    "5.mnth：月份( 1 to 12)\n",
    "6.holiday：是否是节假日（0/1）\n",
    "7.weekday：星期中的哪天，取值为0～6\n",
    "8.workingday：是否工作日（0/1）1=工作日 （是否为工作日，1为工作日，0为非周末或节假日）\n",
    "9.weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "10.temp：气温摄氏度\n",
    "11.atemp：体感温度\n",
    "12.hum：湿度\n",
    "13.windspeed：风速\n",
    "\n",
    "三、标签y:\n",
    "casual：非注册用户贡献的骑行量（作业无需理会该字段）\n",
    "registered：注册用户贡献的骑行量（作业无需理会该字段）\n",
    "cnt：给定日期（天, day.csv）的总租车人数，响应变量y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(731, 14)\n"
     ]
    }
   ],
   "source": [
    "#删除instant和dteday\n",
    "df = df.drop(['instant', 'dteday'], axis = 1)\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['season', 'yr', 'mnth', 'holiday', 'weekday', 'workingday',\n",
      "       'weathersit', 'temp', 'atemp', 'hum', 'windspeed', 'casual',\n",
      "       'registered', 'cnt'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(df.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在数据集中，\n",
    "不参与计算的特征为:\n",
    "    1.instant记录号\n",
    "    2.dteday：日期\n",
    "类别型特征为：\n",
    "    3.season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "    4.yr：年份，(0: 2011, 1:2012)\n",
    "    5.mnth：月份( 1 to 12)\n",
    "    6.holiday：是否是节假日（0/1）\n",
    "    7.weekday：星期中的哪天，取值为0～6\n",
    "    8.workingday：是否工作日（0/1）1=工作日 （是否为工作日，1为工作日，0为非周末或节假日）\n",
    "    9.weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "数值型特征:\n",
    "    10.temp：气温摄氏度\n",
    "    11.atemp：体感温度\n",
    "    12.hum：湿度\n",
    "    13.windspeed：风速\n",
    "    \n",
    "标签y： cnt是数值型特征\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           season          yr        mnth     holiday     weekday  workingday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     2.496580    0.500684    6.519836    0.028728    2.997264    0.683995   \n",
       "std      1.110807    0.500342    3.451913    0.167155    2.004787    0.465233   \n",
       "min      1.000000    0.000000    1.000000    0.000000    0.000000    0.000000   \n",
       "25%      2.000000    0.000000    4.000000    0.000000    1.000000    0.000000   \n",
       "50%      3.000000    1.000000    7.000000    0.000000    3.000000    1.000000   \n",
       "75%      3.000000    1.000000   10.000000    0.000000    5.000000    1.000000   \n",
       "max      4.000000    1.000000   12.000000    1.000000    6.000000    1.000000   \n",
       "\n",
       "       weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 单变量分布分析\n",
    "对数值型特征绘制直方图(distribution plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001FA4A37ED08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001FA4A6A9948>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001FA4A65B708>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001FA49FF2E48>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001FA4A34FC48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001FA4A8A5908>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features = [\"temp\", \"atemp\",\"hum\", \"windspeed\", \"cnt\"]  #可以一次指定多个特征\n",
    "df[features].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = plt.figure()\n",
    "sns.distplot(df[\"temp\"], bins=100, kde=True)\n",
    "plt.xlabel(\"temp\", fontsize=12)\n",
    "\n",
    "fig2 = plt.figure()\n",
    "sns.distplot(df[\"atemp\"], bins=100, kde=True)\n",
    "plt.xlabel(\"atemp\", fontsize=12)\n",
    "\n",
    "fig3 = plt.figure()\n",
    "sns.distplot(df[\"hum\"], bins=100, kde=True)\n",
    "plt.xlabel('hum', fontsize=12)\n",
    "\n",
    "fig4 = plt.figure()\n",
    "sns.distplot(df[\"windspeed\"], bins=100, kde=True)\n",
    "plt.xlabel('windspeed', fontsize=12)\n",
    "\n",
    "fig5 = plt.figure()\n",
    "sns.distplot(df[\"cnt\"], bins=100, kde=True)\n",
    "plt.xlabel('cnt', fontsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看出，标签y主要集中在4200附近，比较像多个正态分布的混合。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对标签y绘制箱体图和提琴形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, axes = plt.subplots(1, 2, sharey=True, figsize=(6, 4))\n",
    "sns.boxplot(data=df[\"cnt\"], ax=axes[0]); \n",
    "sns.violinplot(data=df[\"cnt\"], ax=axes[1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "没看出明显的离群点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类别型特征绘制"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 频率图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    188\n",
       "2    184\n",
       "1    181\n",
       "4    178\n",
       "Name: season, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"season\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 条形图countplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SSLJDkh9szomr51dNcefmMzY9xtj6zkuBY5rto5syzf7DkjxhviVJ0mBNmBSadxNuSLLv5pw8yY5Jvg/cBVwG/AS4r6oebZqsBuY223OBVc11HwXuB/YY55yLk6xIsmLdunWbE5YkaRO63GieA9yc5LvAg2OVVXXUZAdW1WPAgUlmARcDvz1es+Z7vF5BbVRRtQRYArBw4cKN9kuSNl+XpPC+Lb1IVd3XPNZ6CDAryU5Nb2AfYE3TbDUwD1idZCd6L8nds6XXliR1N+mN5qq6Crgd2LnZ/h4w6VoKSWY3PQSSPAV4BXALcAXw6qbZIuCSZnt5U6bZ/62qsicgSUM0aU8hyZ8Bi4HdgWfRG/v/FHDYJIfOAZYm2ZFe8llWVV9J8kPggiQfpDeH0jlN+3OAzyVZSa+HcPxm/B5J0hboMnx0KvBC4BqAqro1yV6THVRVNwLPH6f+tuZ8G9Y/DBzXIR5J0oB0eU/hkar69VihGe93WEeStkNdksJVSd4FPCXJK4EvAl8ebFiSpFHokhTOANYBNwGnAJcCfz3IoCRJo9FlltTHm4V1rqE3bPRjnwqSpO1Tl6ePXkXvaaOf0HvBbL8kp1TV1wYdnCRpuLo8ffQR4GVVtRIgybOArwImBUnaznS5p3DXWEJo3EZvLiNJ0nZmkz2FJMc2mzcnuRRYRu+ewnH03mqWJG1nJho++qO+7TuBlzbb64DdBhaRJGlkNpkUquqkYQYiSRq9Lk8f7Qe8BZjf377L1NmSpG1Ll6eP/pXeZHVfBh4fbDiSpFHqkhQerqqzBh6JJGnkuiSFTyQ5E/gm8MhYZVVNuqaCJGnb0iUpPBd4HfBy1g8fVVOWJG1HuiSFPwae2T99tiRp+9TljeYbgFmDDkSSNHpdegp7Az9K8j2eeE/BR1IlaTvTJSmcOfAoJEnTQpf1FK4aRiCSpNGb9J5CkgeS/LL5PJzksSS/7HDcvCRXJLklyc1JTmvqd09yWZJbm+/dmvokOSvJyiQ3Jjloy3+eJGkqJk0KVfX0qvrN5rML8CfAJzuc+1HgL6rqt4FDgFOT7E9vec/Lq2oBcHlTBjgCWNB8FgNnT/nXSJK2SJenj56gqv6VDu8oVNXasRfcquoB4BZgLnA0sLRpthQ4ptk+Gjiveq4GZiWZM9X4JEmbr8uEeMf2FXcAFtJ7ea2zJPOB59Nb53nvqloLvcSRZK+m2VxgVd9hq5u6tVO5liRp83V5+qh/XYVHgdvp/au+kyRPA/4FeFtV/TLJJpuOU7dR8kmymN7wEvvuu2/XMCRJHXR5+miz11VIsjO9hPDPVfWlpvrOJHOaXsIc1i/tuRqY13f4PsCaceJZAiwBWLhw4ZR6LJKkiU20HOd7JjiuquoDE504vS7BOcAtVfXRvl3LgUXAh5vvS/rq35zkAuBg4P6xYSZJ0nBM1FN4cJy6pwInA3sAEyYF4EX0JtK7Kcn3m7p30UsGy5KcDNxBb81ngEuBI4GVwEOAK79J0pBNtBznR8a2kzwdOI3eH+oLgI9s6ri+4/+d8e8TABw2TvsCTp3svJKkwZnwnkKS3YH/DpxA7/HRg6rq3mEEJkkavonuKfw9cCy9m7rPrapfDS0qSdJITPTy2l8AzwD+GljTN9XFA12muZAkbXsmuqcw5bedJUnbNv/wS5JaJgVJUsukIElqmRQkSS2TgiSpZVKQJLVMCpKklklBktQyKUiSWiYFSVLLpCBJapkUJEktk4IkqWVSkCS1TAqSpJZJQZLUGlhSSHJukruS/KCvbvcklyW5tfneralPkrOSrExyY5KDBhWXJGnTBtlT+Cxw+AZ1ZwCXV9UC4PKmDHAEsKD5LAbOHmBckqRNGFhSqKpvA/dsUH00sLTZXgoc01d/XvVcDcxKMmdQsUmSxjfsewp7V9VagOZ7r6Z+LrCqr93qpk6SNETT5UZzxqmrcRsmi5OsSLJi3bp1Aw5LkmaWYSeFO8eGhZrvu5r61cC8vnb7AGvGO0FVLamqhVW1cPbs2QMNVpJmmmEnheXAomZ7EXBJX/2JzVNIhwD3jw0zSZKGZ6dBnTjJ+cAfAHsmWQ2cCXwYWJbkZOAO4Lim+aXAkcBK4CHgpEHFJUnatIElhap67SZ2HTZO2wJOHVQskqRupsuNZknSNGBSkCS1TAqSpJZJQZLUMilIklomBUlSy6QgSWqZFCRJLZOCJKllUpAktUwKkqSWSUGS1DIpSJJaJgVJUsukIElqmRQkSS2TgiSpZVKQJLUGthynpC1zx/ufO+oQNA3t+56bBnp+ewqSpJZJQZLUmlZJIcnhSX6cZGWSM0YdjyTNNNMmKSTZEfgn4Ahgf+C1SfYfbVSSNLNMm6QAvBBYWVW3VdWvgQuAo0cckyTNKNPp6aO5wKq+8mrg4A0bJVkMLG6Kv0ry4yHENlPsCfxi1EFMB/mHRaMOQU/k/5tjzszWOMtvbWrHdEoK4/3S2qiiagmwZPDhzDxJVlTVwlHHIW3I/zeHZzoNH60G5vWV9wHWjCgWSZqRplNS+B6wIMl+SZ4EHA8sH3FMkjSjTJvho6p6NMmbgW8AOwLnVtXNIw5rpnFYTtOV/28OSao2GraXJM1Q02n4SJI0YiYFSVLLpCCnF9G0leTcJHcl+cGoY5kpTAoznNOLaJr7LHD4qIOYSUwKcnoRTVtV9W3gnlHHMZOYFDTe9CJzRxSLpBEzKajT9CKSZgaTgpxeRFLLpCCnF5HUMinMcFX1KDA2vcgtwDKnF9F0keR84DvAc5KsTnLyqGPa3jnNhSSpZU9BktQyKUiSWiYFSVLLpCBJapkUJEktk4IkqWVS0IyUZP5UpmNO8tkkr262Pz3eTLJJXp/kk1sxxjcmOXGc+inFLk3FtFmjWdpWVNV/G9J1PjWM60j97CloJtsxyf9KcnOSbyZ5SpIDk1yd5MYkFyfZbcODklyZZGGzfVKS/5vkKuBFfW3+KMk1Sa5P8m9J9k6yQ5Jbk8xu2uzQLGy053jBJXlvkrc327+b5IYk3wFOHcR/DAlMCprZFgD/VFW/A9wH/AlwHnB6VT0PuAk4c1MHJ5kDvI9eMnglvUWKxvw7cEhVPZ/eGhV/WVWPA58HTmjavAK4oap+0SHWzwBvrapDp/D7pCkzKWgm+39V9f1m+1rgWcCsqrqqqVsKvGSC4w8Grqyqdc0CRRf27dsH+EaSm4B3AL/T1J8LjN0neAO9P/YTSrLrBnF9brJjpM1lUtBM9kjf9mPArM04x6YmD/tH4JNV9VzgFGAXgKpaBdyZ5OX0ksrXOlwjE1xH2qpMCtJ69wP3Jvn9pvw64KoJ2l8D/EGSPZLsDBzXt29X4GfN9qINjvs0vWGkZVX12GRBVdV9wP1JXtxUnTBRe2lL+PSR9ESLgE8l+Q3gNuCkTTWsqrVJ3ktvaue1wHXAjs3u9wJfTPIz4Gpgv75Dl9MbNpp06KjPScC5SR6iN825NBBOnS0NWfPk0seq6vcnbSwNmT0FaYiSnAH8OQ4BaZqypyCNWJK/4on3IwC+WFV/M4p4NLOZFCRJLZ8+kiS1TAqSpJZJQZLUMilIklr/H7BIv6+WfJVIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KOHOYRUmSxqPPnMLbGAwF3QVQVdfxyGmkkqQZpE8oPFBVv51oJFmPKU4VlSSt/fqEwoIkfwlslOR3gS8DZw+3LEnSOPQJhWOApcBVwJ8wOEvovcMsSpI0Hn3OPnq4PVjnYgbDRj9rZwpJkmaYFYZCktcC/wj8nMEpptsl+ZOq+j/DLk6SNFp9Ll47DnhVVS0CSPIs4JuAoSBJM0yfOYVbJgKhuZ5H7lckSZpBlnukkOSgtnhNkm8BpzOYUzgEuGQEtUmSRmy64aPfm7R8M/DKtrwU2HRoFUmSxma5oVBV3pBOkmaZPmcfbQe8A5g3ef2q2n94ZUmSxqHP2UdnMnguwtnAw8MtR5I0Tn1C4f6q+tTQK5EkjV2fUPj7JO8Hvg08MNFZVZcNrSpJ0lj0CYUXMniC2l48MnxUrS1JmkH6hMLvA8+cfPtsSdLM1OeK5h8Dc4ZdiCRp/PocKWwB/DTJJTx6TsFTUiVphukTCu8fehWSpDVCn+cpLBhFIZKk8etzRfPdPPJM5g2A9YF7q+rJwyxMkjR6fY4UnjS5neRAYJehVSRJGps+Zx89SlWdidcoSNKM1Gf46KBJzXWA+TwynCRJmkH6nH00+bkKDwK/BA4YSjWSpLHqM6fgcxUkaZaY7nGc75tmu6qqY4dQjyRpjKY7Urh3ir6NgSOApwKGgiTNMNM9jvO4ieUkTwKOAt4CnAYct7ztJElrr2nnFJJsBrwLOBQ4Gdipqm4fRWGSpNGbbk7h48BBwAnAC6vqnpFVJUkai+kuXvtz4OnAe4Ebk9zVXncnuWs05UmSRmm6OYWVvtpZkrR28xe/JKkztFBIclKSW5JcPalvsyTnJrmuvW/a+pPkU0kWJbkyyU7DqkuStHzDPFL4PLDPMn3HAOdV1fbAea0NsC+wfXsdCXx2iHVJkpZjaKFQVRcCty3TfQCDU1tp7wdO6j+lBn4IzEmy5bBqkyRNbdRzCltU1U0A7f1prX8rYPGk9Za0vsdIcmSShUkWLl26dKjFStJss6ZMNGeKvilvz11VJ1TV/KqaP3fu3CGXJUmzy6hD4eaJYaH2fkvrXwJsM2m9rYEbR1ybJM16ow6Fs4DD2/LhwNcn9R/WzkLaDbhzYphJkjQ6fR6ys0qSnAr8DrB5kiXA+4GPAqcnOQK4ATikrf4tYD9gEXAfgxvvSZJGbGihUFVvXM5He0+xbgFvG1YtkqR+1pSJZknSGsBQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR1DAVJUsdQkCR11ht3AZJmtj0+vce4S5gVLnrHRatlPx4pSJI6hoIkqWMoSJI6hoIkqWMoSJI6a1QoJNknyc+SLEpyzLjrkaTZZo0JhSTrAv8T2BfYAXhjkh3GW5UkzS5rTCgAuwCLqur6qvotcBpwwJhrkqRZJVU17hoASHIwsE9V/dfWfhOwa1W9fZn1jgSObM3nAj8baaGjtTlw67iL0Crx327tNtP//Z5RVXOn+mBNuqI5U/Q9JrGq6gTghOGXM35JFlbV/HHXoZXnv93abTb/+61Jw0dLgG0mtbcGbhxTLZI0K61JoXAJsH2S7ZJsALwBOGvMNUnSrLLGDB9V1YNJ3g6cA6wLnFRV14y5rHGbFcNkM5T/dmu3Wfvvt8ZMNEuSxm9NGj6SJI2ZoSBJ6hgKa6AkJyW5JcnV465FKyfJNknOT3JtkmuSHDXumtRfkg2T/CjJj9u/3wfHXdOoOaewBkqyJ3APcEpVvWDc9ai/JFsCW1bVZUmeBFwKHFhVPxlzaeohSYCNq+qeJOsD3weOqqofjrm0kfFIYQ1UVRcCt427Dq28qrqpqi5ry3cD1wJbjbcq9VUD97Tm+u01q/5yNhSkIUkyD3gJcPF4K9HKSLJukiuAW4Bzq2pW/fsZCtIQJNkE+Arwzqq6a9z1qL+qeqiqdmRwV4VdksyqIVxDQVrN2lj0V4AvVtVXx12PVk1V3QFcAOwz5lJGylCQVqM2UXkicG1VfWLc9WjlJJmbZE5b3gh4NfDT8VY1WobCGijJqcAPgOcmWZLkiHHXpN72AN4E7JXkivbab9xFqbctgfOTXMngfmznVtU3xlzTSHlKqiSp45GCJKljKEiSOoaCJKljKEiSOoaCJKljKEiSOoaCtAJJ3pzk6ZPav0yy+RC+51tJ5rTXn65g3acnOWM5n12QZP7qrk+zg6EgrdibgaevaKU+kiz3uehVtV+7tcIcYNpQqKobq+rg1VGTNJmhoBknydFJ/qwtH5/ku2157yT/kuQ1SX6Q5LIkX243ryPJ+5JckuTqJCdk4GBgPvDFdnXyRu1r3tG2vyrJ89r2G7cHJF2S5PIkB7T+N7fvORv4dpItk1zY9nd1kle09SaOQD4KPKt9/vHl/IzzJh7ClGSjJKcluTLJl4CNptpG6sNQ0Ex0IfCKtjwf2KTdpO7lwFXAe4FXV9VOwELgXW3dz1TVzu3BRhsBr6uqM9o6h1bVjlX1723dW9v2nwX+ovX9FfDdqtoZeBXw8SQbt892Bw6vqr2APwTOaXfifDFwxTL1HwP8vH3fu3v8vP8NuK+qXgR8BHhpj22kKS33UFZai10KvLQ9+ewB4DIG4fAK4CxgB+Ciwb3r2IDBfaYAXpXkaOCJwGbANcDZy/mOibufXgoc1JZfA+yfZCIkNgS2bcvnVtXEg5MuAU5qQXVmVS0bCitrT+BTAFV1Zbtvj7RKDAXNOFX1H0l+CbwF+FfgSgZ/uT8L+AWDX9BvnLxNkg2BfwDmV9XiJB9g8Et9eR5o7w/xyP9HAf6gqn62zL53Be6dVN+F7ZGrrwW+kOTjVXXKqvysk3gTM60WDh9pprqQwbDOhcD3gLcyGKb5IbBHkmcDJHlikufwSADc2uYYJk/i3g08qcd3nsNgriFt3y+ZaqUkzwBuqarPMbjN9k7LrNL3+yZcCBza9v0C4EUrsa30KIaCZqrvMbgN8g+q6mbgfuB7VbWUwdlEp7Zhlh8Cz2tn/XyOwZzDmQyGeCZ8HvjHZSaap3Isg2f6XtkmgY9dznq/A1yR5HLgD4C/n/xhVf2GwfDW1cubaF7GZxnMm1wJHA38qMc20pS8dbYkqeORgiSp40SztAZL8kLgC8t0P1BVu46jHs18Dh9JkjoOH0mSOoaCJKljKEiSOoaCJKnz/wGKEIxVceJOSwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ll = [\"season\", \"yr\", \"mnth\", \"holiday\", \"weekday\", \"workingday\", \"weathersit\"]\n",
    "\n",
    "for tname in ll:\n",
    "    plt.figure()\n",
    "    plt.title(tname)\n",
    "    sns.countplot(df[tname]);\n",
    "    plt.xlabel(\"%s_id\" % tname);\n",
    "    plt.ylabel(\"Number of occurrences\");\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从天气图看出，出现次数较多在晴天和阴天，小雪小雨天出现次数很少，在大雨天没有出现\n",
    "从是否工作日图看出，工作日出现次数较多\n",
    "从星期中的哪天图看出，出现次数都很平均\n",
    "从节假日图看出，基本都在非节假日出现\n",
    "从月份图看出，出现次数都很平均\n",
    "从年份图看出，出现次数都很平均\n",
    "从季节图看出，出现次数都很平均，秋天稍微多一点点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 两两特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculates pearson co-efficient for all combinations，通常认为相关系数大于0.5的为强相关\n",
    "data_corr = df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14, 14)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_corr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 得到相关系数的绝对值，通常认为相关系数的绝对值大于0.5的特征为强相关\n",
    "data_corr = data_corr.abs()\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "\n",
    "# Mask unimportant features,突出重要信息\n",
    "sns.heatmap(data_corr, mask=data_corr < 0.5, cbar=False)\n",
    "\n",
    "#plt.savefig(\"house_coor.png\" )\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp and atemp = 0.99\n",
      "registered and cnt = 0.95\n",
      "season and mnth = 0.83\n",
      "casual and cnt = 0.67\n",
      "atemp and cnt = 0.63\n",
      "temp and cnt = 0.63\n",
      "yr and registered = 0.59\n",
      "weathersit and hum = 0.59\n",
      "yr and cnt = 0.57\n",
      "atemp and registered = 0.54\n",
      "atemp and casual = 0.54\n",
      "temp and casual = 0.54\n",
      "temp and registered = 0.54\n",
      "workingday and casual = 0.52\n"
     ]
    }
   ],
   "source": [
    "cols = df.columns \n",
    "#Set the threshold to select only highly correlated attributes\n",
    "threshold = 0.5\n",
    "# List of pairs along with correlation above threshold\n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_corr.shape[0]\n",
    "\n",
    "#Search for the highly correlated pairs\n",
    "for i in range(0, size): #for 'size' features\n",
    "    for j in range(i+1,size): #avoid repetition\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #store correlation and columns index\n",
    "\n",
    "#Sort to show higher ones first            \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -x[0])\n",
    "\n",
    "#Print correlations and column names\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 散点图(对两个数值型特征)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#temp and atemp = 0.99      温度和体感温度相关性极高\n",
    "sns.jointplot(x=\"temp\", y=\"atemp\", data=df, kind=\"scatter\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#temp hum  0.13   温度和湿度关系不大\n",
    "plt.scatter(df[\"temp\"], df[\"hum\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#temp and cnt = 0.63 温度和骑行量  温度低，骑行量就低，反之高\n",
    "sns.jointplot(x=\"temp\", y=\"cnt\",data=df, kind=\"scatter\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sns.jointplot(x=\"temp\", y=\"cnt\",data=df, kind=\"scatter\");\n",
    "#夏天的温度居然比秋天的温度低一些\n",
    "sns.jointplot(x=\"temp\", y=\"season\",data=df, kind=\"scatter\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#明显春天的骑行量会比其他三个季度的要少\n",
    "sns.jointplot(x=\"cnt\", y=\"season\",data=df, kind=\"scatter\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数值特征——类别特征  散点图和箱型图和小提琴图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 403.125x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#temp and cnt = 0.63 温度和骑行量  温度低，骑行量就低，反之高。加上类别型特征season\n",
    "sns.lmplot('temp', 'cnt', data=df, hue='season', fit_reg=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " _, axes = plt.subplots(1, 3, sharey=False, figsize=(15, 6)) \n",
    "sns.boxplot(x=\"workingday\", y=\"cnt\", data=df,ax=axes[0]) \n",
    "sns.boxplot(x=\"holiday\", y=\"cnt\", data=df,ax=axes[1]) \n",
    "sns.boxplot(x=\"season\", y=\"cnt\", data=df,ax=axes[2]) \n",
    "\n",
    " _, axes = plt.subplots(1, 3, sharey=False, figsize=(15, 6)) \n",
    "sns.violinplot(x=\"workingday\", y=\"cnt\", data=df, ax=axes[0]);\n",
    "sns.violinplot(x=\"holiday\", y=\"cnt\", data=df, ax=axes[1]);\n",
    "sns.violinplot(x=\"season\", y=\"cnt\", data=df, ax=axes[2]);"
   ]
  }
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